learning analytics. data-based decision making in learning environments
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Sean
DreilingerFlickr
Learning AnalyticsData-based decision makingin learning environments
Sydney Teaching ColloquiumSydney, 3 October 2013
Abelardo PardoThe University of Sydney
@abelardopardo
slideshare.net/abelardo_pardo
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 3
Auntie
Pflickr.com
neilspencerbruceflickr.com
Teaching is gettingincredibly complex
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 4
JansonH
ews
flickr.com
Tool overload
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 5
JoshuaR
appenekerflickr.com
Humans are Subjective
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Mind Sights: Original Visual Illusions, Ambiguities, and Other Anomalies, With a Commentary on the Play of Mind in Perception and Art, Roger N. Shepard, 1990
“If you can not measure it,you can not improve it”
Lord Kelvin
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 7
“We need betterevaluation toacknowledge andesteem excellencewhen it occurs, as itdoes.”
John Hattie. Visible Learning: A Synthesis of Over 800 Meta-AnalysisRelating to Achievement. Taylor & Francis, 2009
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 8
Bencrow
eFlickr
Where should I focus?
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 9
visible-learning.org/hattie-ranking-influences-effect-sizes-learning-achievement/hattie-ranking-teaching-effects
(LastAccessed
Oct.
2013)
What works, andhow to do it!
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 10
Cayusa
flickr.com
Learning Analytics
Measurement, collection, analysisand reporting of data about learnersand their contexts, for purposes ofunderstanding and optimizing learningand the environments in which itoccurs.
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 11
(US Dept. of Education)
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 12
WernerK
unzFlickr.com
(Campbell, De Blois, Oblinger 2007, Academic Analytics, EDUCAUSE)
Collect
Report
Predict
Act
Refine
The fivesteps ofanalytics
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http://ww
w.learninganalytics.net/?p=131
(lastvisitedS
ep2013)
Little
Data
Discipline in its early steps,
but with large potential.
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Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 15
ww
w.itap.purdue.edu/studio/signals
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ct.2013)
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ww
w.blackboard.com
/Platform
s/Analytics/O
verview.aspx
(LastaccessedO
ct.2013)
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ww
w.desire2learn.com
/products/Insights(Lastaccessed
Oct.
2013)
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Use big data to reallyunderstand the student
Steve Schoettler, CEO Junyo
www.solaresearch.orgAbelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 19
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ww
w.blackboard.com
/platforms/analytics/overview
.aspx(Lastaccessed
Oct.
2013)
• Students at risk• Engagement• Performance
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ww
w.snappvis.org
(LastaccessedO
ct.2013)
Bookmarklet in your browser
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• First year engineering course.• Sessions with previous and in class activities.• Previous activities require interaction.
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Ask about Preparation
• Obtain feedback about the material
• Measure engagement
• Anticipate complications in lectureAbelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 24
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Just in time teaching
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NLP to gauge emotional state
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mrhayata
flickr.com
Interventions
• Email• Special material• Suggest plan• Suggest actions• Office hours
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Com
edyN
oseflickr.com
Data must come to you
Adopt formal approach to teaching
Use technology to reach interventions
Improvement through continuous evolution
Sean
DreilingerFlickr
Learning AnalyticsData-based decision makingin learning environments
Sydney Teaching ColloquiumSydney, 3 October 2013
Abelardo PardoThe University of Sydney
@abelardopardo
slideshare.net/abelardo_pardo
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